Ayesha Rashid Khan - AI Engineer | ContraWork by Ayesha Rashid Khan

Ayesha Rashid Khan

AI Developer: Power Your Business with AI

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Berlin, Germany

Work Posts About

Berlin, Germany

Things I believe after building with AI: - If you do something manually more than twice, automate it. - AI agents are the most fun thing you can build right now. - A demo that works beats a pitch deck every time. - The best engineering is invisible. You only notice when it's missing. Hi, I'm Ayesha, a Full-stack developer in Berlin. I spend my days in TypeScript, React and Python, mostly teaching LLMs to do real work. Think agents that plan code changes and push them to GitHub on their own, RAG assistants, CRM automation that cut response times in half. I'm new here on Contra so I put together a quick tour of my portfolio and what I build. My favorite part is the AI agent that runs a Kanban board by itself. Full breakdown coming in my next post. Your turn. What's rule #1 in your work?

Cover image for Anka Diversify — AI-Native Project

Anka Diversify — AI-Native Project Management Platform A full-stack SaaS platform built for software teams, with AI woven into the core workflow rather than bolted on as a feature. The centerpiece is an autonomous AI coding agent built on the Anthropic and OpenAI APIs using tool-use and multi-step planning. Give it a task, and it plans the necessary code changes across multiple files, generates the implementation, presents a reviewable diff, and pushes directly to GitHub once approved, handling multi-file commits properly via the GitHub API's tree and blob objects. Getting this to work reliably in production, not just in demos, was the real engineering challenge. LLM output isn't always clean: malformed JSON, inconsistent formatting, file references that don't match the actual repo. I built a validation and retry layer that checks structure and re-prompts with corrective context on failure, plus logging to catch failure patterns before they hit users. Beyond the coding agent, the platform includes a project-scoped AI assistant with repo context injection (a lightweight RAG pattern), real-time team chat, Kanban boards with drag-and-drop, sprint planning, S3 file uploads, and role-based access control. Stack: Next.js 16, React 19, TypeScript, Tailwind CSS, Shadcn/UI, Express 5, Prisma 5, PostgreSQL, Anthropic API, OpenAI API Live: anka-diversify-os-production.up.railway.app (http://anka-diversify-os-production.up.railway.app)